Aspuru-Guzik group repo (@aspuru-guzik-group)
  • Stars
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    2,509
  • Global Org. Rank 8,028 (Top 3 %)
  • Registered about 7 years ago
  • Most used languages
    Python
    68.5 %
    Perl
    3.7 %
    C
    1.9 %

Top repositories

1

selfies

Robust representation of semantically constrained graphs, in particular for molecules in chemistry
Python
654
star
2

chemical_vae

Code for 10.1021/acscentsci.7b00572, now running on Keras 2.0 and Tensorflow
Python
482
star
3

ORGANIC

Code repo for optimizing distributions of molecules.
Jupyter Notebook
130
star
4

stoned-selfies

This repository contains code for the paper: Beyond Generative Models: Superfast Traversal, Optimization, Novelty, Exploration and Discovery (STONED) Algorithm for Molecules using SELFIES
Jupyter Notebook
119
star
5

GA

Code for the paper: Augmenting genetic algorithms with deep neural networks for exploring the chemical space
Python
94
star
6

phoenics

Phoenics: Bayesian optimization for efficient experiment planning
Python
88
star
7

olympus

Olympus: a benchmarking framework for noisy optimization and experiment planning
Jupyter Notebook
82
star
8

JANUS

Code for the paper "JANUS: Parallel Tempered Genetic Algorithm Guided by Deep Neural Networks for Inverse Molecular Design"
Python
75
star
9

Tartarus

A Benchmarking Platform for Realistic And Practical Inverse Molecular Design
Python
68
star
10

ChemOS

Python
60
star
11

gryffin

Python
51
star
12

group-selfies

Jupyter Notebook
50
star
13

qtorch

qTorch (Quantum Tensor Contraction Handler) https://arxiv.org/abs/1709.03636 -> for quantum simulation using tensor networks
C
48
star
14

DiffiQult

A fully autodifferentiable and variational HF
Python
41
star
15

funsies

funsies is a lightweight workflow engine 🔧
Python
40
star
16

gpHSP

Code to build a probabilistic predictive model for HSP
Jupyter Notebook
35
star
17

atlas

A brain for self-driving laboratories
Python
25
star
18

Theseus

Conceptual understanding through efficient inverse-design of quantum optical experiments
25
star
19

SCILLA

Automated discovery of superconducting circuits
Python
25
star
20

Computer-vision-for-the-chemistry-lab

Use convolutional neural net to detect segment and classify material phases and vessels in chemistry lab and other setting involving materials in mostly transparent vessels
Python
23
star
21

Pasithea

Deep Molecular Dreaming
Python
22
star
22

assessing_mol_prediction_confidence

https://arxiv.org/abs/2102.11439
20
star
23

QNODE

Quantum dynamics latent neural ode
Python
19
star
24

xtb-gaussian

A wrapper to run xtb inside Gaussian.
Perl
18
star
25

dionysus

For analysis of calibration, performance, and generalizability of probabilistic models on small molecular datasets. Paper on RSC Digital Discovery: https://pubs.rsc.org/en/content/articlehtml/2023/dd/d2dd00146b
Python
18
star
26

golem

Golem: an algorithm for robust experiment and process optimization
Jupyter Notebook
16
star
27

selfies_tutorial

Jupyter Notebook
14
star
28

Beyond-Molecular-Structure-ML-for-OPV-Materials-Devices

Python
13
star
29

kraken

Code to compute electronic and steric features to create a database of ligands and their properties
Python
12
star
30

Meta-VQE

Meta-VQE data and examples repository
Jupyter Notebook
9
star
31

gemini

scalable multi-fidelity machine learning
Python
9
star
32

molar

Molar is a database management to make it easy to store experiment whether computational or not
Python
9
star
33

curiosity

Python
9
star
34

da_for_polymers

Augmenting Polymer Datasets via Iterative Rearrangement
Python
9
star
35

gp_redox_rxn

Code repo for redox potentials with GPs
Jupyter Notebook
8
star
36

long-acting-injectables

Code and results for Machine Learning Models to Accelerate the Design of Polymeric Long-Acting Injectables
Jupyter Notebook
8
star
37

cheapocrest

Conformer generation on the cheap.
Perl
8
star
38

acdc_laser

Python
8
star
39

iacta

Code for the paper "Automatic Discovery of Chemical Reactions Using Imposed Activation"
Python
7
star
40

chimera

Chimera: hierarchy-based multi-objective optimization
Python
6
star
41

gryffin-known-constraints

Results for Bayesian optimization with known experimental and design constraints for chemistry applications
Jupyter Notebook
6
star
42

Organic-molcules-with-inverted-gaps

Code and data for organic molecules with inverted singlet-triplet gaps.
6
star
43

atlas-unknown-constraints

Unknown constraints in Bayesian optimization benchmark with Atlas
Jupyter Notebook
5
star
44

routescore

For working on the RouteScore/subway maps project code.
Python
5
star
45

Artificial-Design-of-Organic-Emitters

Code and data for "Artificial Design of Organic Emitters via a Genetic Algorithm Enhanced by a Deep Neural Network".
Python
4
star
46

Semantic-segmentation-of-materials-and-vessels-in-chemistry-lab-using-FCN

Given an image find the region of vessels/container and the material inside it. Assign one or class per pixel using fully convolutional net (FCN)) for semantic segmentation.
Python
4
star
47

quantum-generative-models

Python
4
star
48

kreed

Code for Reflection-Equivariant Diffusion for 3D Structure Determination from Isotopologue Rotational Spectra in Natural Abundance
Jupyter Notebook
3
star
49

Instance-segmentation-of-images-of-materials-in-transparent-vessels-using-GES-net-

Hierarchical instance aware segmentation of materials in vessels in chemistry lab setting using generator evaluator selector net
Python
3
star
50

MERMES

Multimodal Reaction Mining pipeline for ElectroSynthesis: extract reaction information from figures
Python
3
star
51

QIPA

Jupyter Notebook
2
star
52

mission_control

MissionControl: a workflow library.
Python
2
star
53

waveflow

Boundary-conditioned normalizing flows for electronic structures.
Python
2
star
54

jobman

A library for managing job submissions.
Python
1
star
55

chemspyd

1
star
56

CompositeMS

Python
1
star
57

Rational-design-of-organic-molecules-with-inverted-gaps

Code and data for "Rational Design of Organic Molecules with Inverted Gaps between First Excited Singlet and Triplet".
1
star
58

electrode-polishing

Python
1
star
59

DELFI

Python
1
star